Dataset statistics
| Number of variables | 24 |
|---|---|
| Number of observations | 1307 |
| Missing cells | 4327 |
| Missing cells (%) | 13.8% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 245.2 KiB |
| Average record size in memory | 192.1 B |
Variable types
| Numeric | 19 |
|---|---|
| Categorical | 4 |
| Boolean | 1 |
Aneu_neck is highly overall correlated with Aneu_width and 13 other fields | High correlation |
Aneu_width is highly overall correlated with Aneu_neck and 14 other fields | High correlation |
Aneu_depth is highly overall correlated with Aneu_neck and 15 other fields | High correlation |
Aneu_height is highly overall correlated with Aneu_neck and 14 other fields | High correlation |
Aneu_volume is highly overall correlated with Aneu_depth | High correlation |
coil_length1 is highly overall correlated with Aneu_neck and 14 other fields | High correlation |
coil_size1 is highly overall correlated with Aneu_neck and 14 other fields | High correlation |
coil_length2 is highly overall correlated with Aneu_neck and 14 other fields | High correlation |
coil_size2 is highly overall correlated with Aneu_neck and 14 other fields | High correlation |
coil_length3 is highly overall correlated with Aneu_neck and 14 other fields | High correlation |
coil_size3 is highly overall correlated with Aneu_neck and 14 other fields | High correlation |
coil_length4 is highly overall correlated with Aneu_neck and 13 other fields | High correlation |
coil_size4 is highly overall correlated with Aneu_neck and 14 other fields | High correlation |
coil_length5 is highly overall correlated with Aneu_neck and 13 other fields | High correlation |
coil_size5 is highly overall correlated with Aneu_neck and 13 other fields | High correlation |
coil_count is highly overall correlated with Aneu_neck and 10 other fields | High correlation |
Aneu_width_label is highly overall correlated with Aneu_width and 12 other fields | High correlation |
Is_bleb is highly imbalanced (68.3%) | Imbalance |
Aneu_depth has 1194 (91.4%) missing values | Missing |
VER has 1131 (86.5%) missing values | Missing |
coil_length2 has 53 (4.1%) missing values | Missing |
coil_size2 has 53 (4.1%) missing values | Missing |
coil_length3 has 156 (11.9%) missing values | Missing |
coil_size3 has 156 (11.9%) missing values | Missing |
coil_length4 has 315 (24.1%) missing values | Missing |
coil_size4 has 315 (24.1%) missing values | Missing |
coil_length5 has 477 (36.5%) missing values | Missing |
coil_size5 has 477 (36.5%) missing values | Missing |
ID has unique values | Unique |
Aneu_volume has 1194 (91.4%) zeros | Zeros |
Reproduction
| Analysis started | 2023-09-16 06:33:12.712777 |
|---|---|
| Analysis finished | 2023-09-16 06:34:21.825445 |
| Duration | 1 minute and 9.11 seconds |
| Software version | pandas-profiling v0.0.dev0 |
| Download configuration | config.json |
ID
Real number (ℝ)
| Distinct | 1307 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3735.2762 |
| Minimum | 3026 |
|---|---|
| Maximum | 4434 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.3 KiB |
Quantile statistics
| Minimum | 3026 |
|---|---|
| 5-th percentile | 3101.3 |
| Q1 | 3388.5 |
| median | 3731 |
| Q3 | 4090.5 |
| 95-th percentile | 4356.7 |
| Maximum | 4434 |
| Range | 1408 |
| Interquartile range (IQR) | 702 |
Descriptive statistics
| Standard deviation | 404.39762 |
|---|---|
| Coefficient of variation (CV) | 0.10826445 |
| Kurtosis | -1.2080795 |
| Mean | 3735.2762 |
| Median Absolute Deviation (MAD) | 352 |
| Skewness | -0.017634452 |
| Sum | 4882006 |
| Variance | 163537.44 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3026 | 1 | 0.1% |
| 3962 | 1 | 0.1% |
| 3981 | 1 | 0.1% |
| 3980 | 1 | 0.1% |
| 3979 | 1 | 0.1% |
| 3978 | 1 | 0.1% |
| 3977 | 1 | 0.1% |
| 3976 | 1 | 0.1% |
| 3975 | 1 | 0.1% |
| 3974 | 1 | 0.1% |
| Other values (1297) | 1297 |
| Value | Count | Frequency (%) |
| 3026 | 1 | |
| 3027 | 1 | |
| 3030 | 1 | |
| 3031 | 1 | |
| 3032 | 1 | |
| 3034 | 1 | |
| 3035 | 1 | |
| 3037 | 1 | |
| 3038 | 1 | |
| 3039 | 1 |
| Value | Count | Frequency (%) |
| 4434 | 1 | |
| 4433 | 1 | |
| 4432 | 1 | |
| 4431 | 1 | |
| 4430 | 1 | |
| 4427 | 1 | |
| 4425 | 1 | |
| 4424 | 1 | |
| 4423 | 1 | |
| 4422 | 1 |
Sex
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.3 KiB |
| woman | |
|---|---|
| man |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 4.4644223 |
| Min length | 3 |
Characters and Unicode
| Total characters | 5835 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | woman |
|---|---|
| 2nd row | woman |
| 3rd row | woman |
| 4th row | man |
| 5th row | woman |
Common Values
| Value | Count | Frequency (%) |
| woman | 957 | |
| man | 350 | 26.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| woman | 957 | |
| man | 350 | 26.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| m | 1307 | |
| a | 1307 | |
| n | 1307 | |
| w | 957 | |
| o | 957 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 5835 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| m | 1307 | |
| a | 1307 | |
| n | 1307 | |
| w | 957 | |
| o | 957 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 5835 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| m | 1307 | |
| a | 1307 | |
| n | 1307 | |
| w | 957 | |
| o | 957 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5835 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| m | 1307 | |
| a | 1307 | |
| n | 1307 | |
| w | 957 | |
| o | 957 |
Age
Real number (ℝ)
| Distinct | 63 |
|---|---|
| Distinct (%) | 4.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 60.638868 |
| Minimum | 22 |
|---|---|
| Maximum | 89 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.3 KiB |
Quantile statistics
| Minimum | 22 |
|---|---|
| 5-th percentile | 40.3 |
| Q1 | 52 |
| median | 61 |
| Q3 | 70 |
| 95-th percentile | 78 |
| Maximum | 89 |
| Range | 67 |
| Interquartile range (IQR) | 18 |
Descriptive statistics
| Standard deviation | 11.691332 |
|---|---|
| Coefficient of variation (CV) | 0.19280261 |
| Kurtosis | -0.40349029 |
| Mean | 60.638868 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | -0.26061896 |
| Sum | 79255 |
| Variance | 136.68725 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 61 | 52 | 4.0% |
| 70 | 47 | 3.6% |
| 64 | 47 | 3.6% |
| 60 | 44 | 3.4% |
| 50 | 44 | 3.4% |
| 58 | 43 | 3.3% |
| 71 | 42 | 3.2% |
| 62 | 41 | 3.1% |
| 63 | 39 | 3.0% |
| 67 | 39 | 3.0% |
| Other values (53) | 869 |
| Value | Count | Frequency (%) |
| 22 | 1 | 0.1% |
| 25 | 2 | |
| 29 | 4 | |
| 30 | 1 | 0.1% |
| 31 | 1 | 0.1% |
| 32 | 2 | |
| 33 | 2 | |
| 34 | 4 | |
| 35 | 4 | |
| 36 | 3 |
| Value | Count | Frequency (%) |
| 89 | 2 | 0.2% |
| 88 | 1 | 0.1% |
| 87 | 4 | 0.3% |
| 86 | 1 | 0.1% |
| 85 | 2 | 0.2% |
| 84 | 4 | 0.3% |
| 83 | 11 | |
| 82 | 4 | 0.3% |
| 81 | 6 | |
| 80 | 6 |
Aneu_location
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.3 KiB |
| ICA | |
|---|---|
| ACA | |
| MCA | |
| BA | |
| VA | 36 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 2.8882938 |
| Min length | 2 |
Characters and Unicode
| Total characters | 3775 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | ICA |
|---|---|
| 2nd row | BA |
| 3rd row | ICA |
| 4th row | ACA |
| 5th row | ICA |
Common Values
| Value | Count | Frequency (%) |
| ICA | 733 | |
| ACA | 266 | 20.4% |
| MCA | 162 | 12.4% |
| BA | 110 | 8.4% |
| VA | 36 | 2.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| ica | 733 | |
| aca | 266 | 20.4% |
| mca | 162 | 12.4% |
| ba | 110 | 8.4% |
| va | 36 | 2.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 1573 | |
| C | 1161 | |
| I | 733 | |
| M | 162 | 4.3% |
| B | 110 | 2.9% |
| V | 36 | 1.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 3775 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 1573 | |
| C | 1161 | |
| I | 733 | |
| M | 162 | 4.3% |
| B | 110 | 2.9% |
| V | 36 | 1.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 3775 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| A | 1573 | |
| C | 1161 | |
| I | 733 | |
| M | 162 | 4.3% |
| B | 110 | 2.9% |
| V | 36 | 1.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3775 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| A | 1573 | |
| C | 1161 | |
| I | 733 | |
| M | 162 | 4.3% |
| B | 110 | 2.9% |
| V | 36 | 1.0% |
Aneu_neck
Real number (ℝ)
| Distinct | 366 |
|---|---|
| Distinct (%) | 28.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.2382249 |
| Minimum | 0.99 |
|---|---|
| Maximum | 15 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.3 KiB |
Quantile statistics
| Minimum | 0.99 |
|---|---|
| 5-th percentile | 1.593 |
| Q1 | 2.31 |
| median | 3 |
| Q3 | 3.88 |
| 95-th percentile | 5.62 |
| Maximum | 15 |
| Range | 14.01 |
| Interquartile range (IQR) | 1.57 |
Descriptive statistics
| Standard deviation | 1.3828392 |
|---|---|
| Coefficient of variation (CV) | 0.42703618 |
| Kurtosis | 9.2772898 |
| Mean | 3.2382249 |
| Median Absolute Deviation (MAD) | 0.75 |
| Skewness | 2.0291282 |
| Sum | 4232.36 |
| Variance | 1.9122443 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3 | 100 | 7.7% |
| 2.5 | 83 | 6.4% |
| 2 | 74 | 5.7% |
| 3.5 | 68 | 5.2% |
| 4 | 49 | 3.7% |
| 4.5 | 31 | 2.4% |
| 5 | 25 | 1.9% |
| 1.5 | 24 | 1.8% |
| 5.5 | 13 | 1.0% |
| 2.4 | 11 | 0.8% |
| Other values (356) | 829 |
| Value | Count | Frequency (%) |
| 0.99 | 1 | 0.1% |
| 1 | 5 | |
| 1.06 | 1 | 0.1% |
| 1.07 | 1 | 0.1% |
| 1.1 | 2 | 0.2% |
| 1.13 | 1 | 0.1% |
| 1.2 | 4 | |
| 1.26 | 1 | 0.1% |
| 1.31 | 1 | 0.1% |
| 1.32 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 15 | 1 | 0.1% |
| 14.5 | 1 | 0.1% |
| 10.2 | 1 | 0.1% |
| 9.8 | 1 | 0.1% |
| 9 | 5 | |
| 8.92 | 1 | 0.1% |
| 8.5 | 2 | 0.2% |
| 8 | 3 | |
| 7.9 | 1 | 0.1% |
| 7.64 | 1 | 0.1% |
Aneu_width
Real number (ℝ)
| Distinct | 452 |
|---|---|
| Distinct (%) | 34.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.7175126 |
| Minimum | 1 |
|---|---|
| Maximum | 40.47 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2.215 |
| Q1 | 3.1 |
| median | 4.2 |
| Q3 | 5.5 |
| 95-th percentile | 8.988 |
| Maximum | 40.47 |
| Range | 39.47 |
| Interquartile range (IQR) | 2.4 |
Descriptive statistics
| Standard deviation | 2.4593474 |
|---|---|
| Coefficient of variation (CV) | 0.52132292 |
| Kurtosis | 38.148378 |
| Mean | 4.7175126 |
| Median Absolute Deviation (MAD) | 1.19 |
| Skewness | 3.8958039 |
| Sum | 6165.789 |
| Variance | 6.0483898 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3 | 69 | 5.3% |
| 4 | 61 | 4.7% |
| 3.5 | 57 | 4.4% |
| 4.5 | 56 | 4.3% |
| 5 | 49 | 3.7% |
| 6 | 33 | 2.5% |
| 2.5 | 28 | 2.1% |
| 5.5 | 27 | 2.1% |
| 7 | 24 | 1.8% |
| 2 | 22 | 1.7% |
| Other values (442) | 881 |
| Value | Count | Frequency (%) |
| 1 | 1 | 0.1% |
| 1.2 | 1 | 0.1% |
| 1.3 | 1 | 0.1% |
| 1.43 | 1 | 0.1% |
| 1.5 | 3 | |
| 1.55 | 1 | 0.1% |
| 1.56 | 1 | 0.1% |
| 1.58 | 1 | 0.1% |
| 1.63 | 1 | 0.1% |
| 1.66 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 40.47 | 1 | |
| 19 | 2 | |
| 18 | 1 | |
| 17.5 | 1 | |
| 15.5 | 2 | |
| 15.4 | 1 | |
| 14.81 | 1 | |
| 14.77 | 1 | |
| 14.76 | 1 | |
| 14 | 1 |
Aneu_depth
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 81 |
|---|---|
| Distinct (%) | 71.7% |
| Missing | 1194 |
| Missing (%) | 91.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.0766372 |
| Minimum | 2.215 |
|---|---|
| Maximum | 12.75 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.3 KiB |
Quantile statistics
| Minimum | 2.215 |
|---|---|
| 5-th percentile | 2.79 |
| Q1 | 3.6 |
| median | 4.65 |
| Q3 | 5.9 |
| 95-th percentile | 8.437 |
| Maximum | 12.75 |
| Range | 10.535 |
| Interquartile range (IQR) | 2.3 |
Descriptive statistics
| Standard deviation | 2.0055782 |
|---|---|
| Coefficient of variation (CV) | 0.39506038 |
| Kurtosis | 2.6975872 |
| Mean | 5.0766372 |
| Median Absolute Deviation (MAD) | 1.15 |
| Skewness | 1.4203351 |
| Sum | 573.66 |
| Variance | 4.0223439 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3.5 | 5 | 0.4% |
| 4.25 | 5 | 0.4% |
| 5 | 4 | 0.3% |
| 4.5 | 4 | 0.3% |
| 4.75 | 3 | 0.2% |
| 6 | 3 | 0.2% |
| 3 | 3 | 0.2% |
| 3.75 | 2 | 0.2% |
| 3.3 | 2 | 0.2% |
| 4.6 | 2 | 0.2% |
| Other values (71) | 80 | 6.1% |
| (Missing) | 1194 |
| Value | Count | Frequency (%) |
| 2.215 | 1 | 0.1% |
| 2.25 | 1 | 0.1% |
| 2.5 | 1 | 0.1% |
| 2.65 | 2 | |
| 2.775 | 1 | 0.1% |
| 2.8 | 1 | 0.1% |
| 2.82 | 1 | 0.1% |
| 2.95 | 1 | 0.1% |
| 3 | 3 | |
| 3.05 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 12.75 | 1 | |
| 12.4 | 1 | |
| 10.725 | 1 | |
| 10.45 | 1 | |
| 9.5 | 1 | |
| 8.5 | 1 | |
| 8.395 | 1 | |
| 8.38 | 1 | |
| 8 | 1 | |
| 7.65 | 1 |
Aneu_height
Real number (ℝ)
| Distinct | 442 |
|---|---|
| Distinct (%) | 33.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.9334124 |
| Minimum | 1.5 |
|---|---|
| Maximum | 18 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.3 KiB |
Quantile statistics
| Minimum | 1.5 |
|---|---|
| 5-th percentile | 2.5 |
| Q1 | 3.5 |
| median | 4.5 |
| Q3 | 5.82 |
| 95-th percentile | 9 |
| Maximum | 18 |
| Range | 16.5 |
| Interquartile range (IQR) | 2.32 |
Descriptive statistics
| Standard deviation | 2.0937057 |
|---|---|
| Coefficient of variation (CV) | 0.42439301 |
| Kurtosis | 5.2422954 |
| Mean | 4.9334124 |
| Median Absolute Deviation (MAD) | 1.03 |
| Skewness | 1.7729331 |
| Sum | 6447.97 |
| Variance | 4.3836037 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4 | 65 | 5.0% |
| 5 | 62 | 4.7% |
| 4.5 | 55 | 4.2% |
| 3.5 | 50 | 3.8% |
| 3 | 43 | 3.3% |
| 5.5 | 42 | 3.2% |
| 6 | 36 | 2.8% |
| 7 | 34 | 2.6% |
| 6.5 | 18 | 1.4% |
| 8 | 17 | 1.3% |
| Other values (432) | 885 |
| Value | Count | Frequency (%) |
| 1.5 | 1 | 0.1% |
| 1.53 | 1 | 0.1% |
| 1.55 | 1 | 0.1% |
| 1.59 | 1 | 0.1% |
| 1.7 | 2 | 0.2% |
| 1.75 | 1 | 0.1% |
| 1.85 | 1 | 0.1% |
| 1.92 | 1 | 0.1% |
| 2 | 6 | |
| 2.01 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 18 | 1 | |
| 17.5 | 1 | |
| 16 | 1 | |
| 15.91 | 1 | |
| 15.5 | 1 | |
| 15.2 | 1 | |
| 15 | 1 | |
| 13.63 | 1 | |
| 13.5 | 2 | |
| 13 | 1 |
Aneu_volume
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 104 |
|---|---|
| Distinct (%) | 8.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.0289067 |
| Minimum | 0 |
|---|---|
| Maximum | 1080.945 |
| Zeros | 1194 |
| Zeros (%) | 91.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 42.823361 |
| Maximum | 1080.945 |
| Range | 1080.945 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 56.30164 |
|---|---|
| Coefficient of variation (CV) | 6.2357095 |
| Kurtosis | 196.47732 |
| Mean | 9.0289067 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 12.481896 |
| Sum | 11800.781 |
| Variance | 3169.8746 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1194 | |
| 21.98 | 4 | 0.3% |
| 14.13 | 3 | 0.2% |
| 40.16845 | 2 | 0.2% |
| 109.9 | 2 | 0.2% |
| 47.1 | 2 | 0.2% |
| 55.93125 | 2 | 0.2% |
| 65.41666667 | 2 | 0.2% |
| 300.8316517 | 1 | 0.1% |
| 15.64949624 | 1 | 0.1% |
| Other values (94) | 94 | 7.2% |
| Value | Count | Frequency (%) |
| 0 | 1194 | |
| 5.633631 | 1 | 0.1% |
| 5.8875 | 1 | 0.1% |
| 7.33975 | 1 | 0.1% |
| 9.458203333 | 1 | 0.1% |
| 9.56915 | 1 | 0.1% |
| 11.12188 | 1 | 0.1% |
| 11.1335294 | 1 | 0.1% |
| 11.71829474 | 1 | 0.1% |
| 13.40047333 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 1080.945 | 1 | |
| 992.5435333 | 1 | |
| 633.0654402 | 1 | |
| 596.1028333 | 1 | |
| 437.5066667 | 1 | |
| 311.3833333 | 1 | |
| 307.0434682 | 1 | |
| 300.8316517 | 1 | |
| 267.9466667 | 1 | |
| 234.20475 | 1 |
Adj_tech
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.3 KiB |
| Stent assist | |
|---|---|
| BAT | |
| Simple | |
| Double cathe | |
| Triple cathe | 1 |
Length
| Max length | 12 |
|---|---|
| Median length | 6 |
| Mean length | 7.4781943 |
| Min length | 3 |
Characters and Unicode
| Total characters | 9774 |
|---|---|
| Distinct characters | 21 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | BAT |
|---|---|
| 2nd row | Simple |
| 3rd row | BAT |
| 4th row | Simple |
| 5th row | Simple |
Common Values
| Value | Count | Frequency (%) |
| Stent assist | 471 | |
| BAT | 454 | |
| Simple | 304 | |
| Double cathe | 77 | 5.9% |
| Triple cathe | 1 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| stent | 471 | |
| assist | 471 | |
| bat | 454 | |
| simple | 304 | |
| cathe | 78 | 4.2% |
| double | 77 | 4.1% |
| triple | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 1491 | |
| s | 1413 | |
| e | 931 | |
| i | 776 | |
| S | 775 | |
| 549 | 5.6% | |
| a | 549 | 5.6% |
| n | 471 | 4.8% |
| T | 455 | 4.7% |
| A | 454 | 4.6% |
| Other values (11) | 1910 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 7010 | |
| Uppercase Letter | 2215 | 22.7% |
| Space Separator | 549 | 5.6% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| t | 1491 | |
| s | 1413 | |
| e | 931 | |
| i | 776 | |
| a | 549 | 7.8% |
| n | 471 | 6.7% |
| l | 382 | 5.4% |
| p | 305 | 4.4% |
| m | 304 | 4.3% |
| c | 78 | 1.1% |
| Other values (5) | 310 | 4.4% |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 775 | |
| T | 455 | |
| A | 454 | |
| B | 454 | |
| D | 77 | 3.5% |
Space Separator
| Value | Count | Frequency (%) |
| 549 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 9225 | |
| Common | 549 | 5.6% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| t | 1491 | |
| s | 1413 | |
| e | 931 | |
| i | 776 | |
| S | 775 | |
| a | 549 | 6.0% |
| n | 471 | 5.1% |
| T | 455 | 4.9% |
| A | 454 | 4.9% |
| B | 454 | 4.9% |
| Other values (10) | 1456 |
Common
| Value | Count | Frequency (%) |
| 549 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 9774 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| t | 1491 | |
| s | 1413 | |
| e | 931 | |
| i | 776 | |
| S | 775 | |
| 549 | 5.6% | |
| a | 549 | 5.6% |
| n | 471 | 4.8% |
| T | 455 | 4.7% |
| A | 454 | 4.6% |
| Other values (11) | 1910 |
Is_bleb
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 KiB |
| False | |
|---|---|
| True | 75 |
| Value | Count | Frequency (%) |
| False | 1232 | |
| True | 75 | 5.7% |
VER
Real number (ℝ)
| Distinct | 146 |
|---|---|
| Distinct (%) | 83.0% |
| Missing | 1131 |
| Missing (%) | 86.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34.154716 |
| Minimum | 11.9 |
|---|---|
| Maximum | 70.58 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.3 KiB |
Quantile statistics
| Minimum | 11.9 |
|---|---|
| 5-th percentile | 18.925 |
| Q1 | 27.11 |
| median | 32.5 |
| Q3 | 39.01 |
| 95-th percentile | 55.2075 |
| Maximum | 70.58 |
| Range | 58.68 |
| Interquartile range (IQR) | 11.9 |
Descriptive statistics
| Standard deviation | 10.999226 |
|---|---|
| Coefficient of variation (CV) | 0.32204121 |
| Kurtosis | 1.1156554 |
| Mean | 34.154716 |
| Median Absolute Deviation (MAD) | 6.1 |
| Skewness | 0.82746492 |
| Sum | 6011.23 |
| Variance | 120.98297 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 31.8 | 4 | 0.3% |
| 25.2 | 3 | 0.2% |
| 24.5 | 3 | 0.2% |
| 36.5 | 3 | 0.2% |
| 34.7 | 2 | 0.2% |
| 32 | 2 | 0.2% |
| 34.1 | 2 | 0.2% |
| 28.6 | 2 | 0.2% |
| 26.5 | 2 | 0.2% |
| 32.5 | 2 | 0.2% |
| Other values (136) | 151 | 11.6% |
| (Missing) | 1131 |
| Value | Count | Frequency (%) |
| 11.9 | 1 | |
| 12.89 | 1 | |
| 12.9 | 1 | |
| 14.2 | 1 | |
| 14.21 | 1 | |
| 15 | 1 | |
| 16.1 | 1 | |
| 17.3 | 1 | |
| 17.5 | 1 | |
| 19.4 | 1 |
| Value | Count | Frequency (%) |
| 70.58 | 1 | |
| 69.7 | 1 | |
| 66.4 | 1 | |
| 64.5 | 1 | |
| 60.8 | 1 | |
| 60.4 | 1 | |
| 59.5 | 1 | |
| 58.8 | 1 | |
| 56.7 | 1 | |
| 54.71 | 1 |
coil_length1
Real number (ℝ)
| Distinct | 45 |
|---|---|
| Distinct (%) | 3.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.494568 |
| Minimum | 1 |
|---|---|
| Maximum | 60 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 6 |
| median | 8 |
| Q3 | 15 |
| 95-th percentile | 30 |
| Maximum | 60 |
| Range | 59 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 8.0680439 |
|---|---|
| Coefficient of variation (CV) | 0.70190059 |
| Kurtosis | 3.8300638 |
| Mean | 11.494568 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.7886901 |
| Sum | 15023.4 |
| Variance | 65.093332 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=45)
| Value | Count | Frequency (%) |
| 8 | 251 | |
| 6 | 216 | |
| 10 | 186 | |
| 15 | 131 | |
| 4 | 121 | |
| 20 | 94 | 7.2% |
| 30 | 70 | 5.4% |
| 12 | 39 | 3.0% |
| 3 | 31 | 2.4% |
| 25 | 21 | 1.6% |
| Other values (35) | 147 |
| Value | Count | Frequency (%) |
| 1 | 1 | 0.1% |
| 2 | 18 | 1.4% |
| 2.5 | 2 | 0.2% |
| 3 | 31 | 2.4% |
| 3.5 | 4 | 0.3% |
| 4 | 121 | |
| 4.5 | 3 | 0.2% |
| 5 | 4 | 0.3% |
| 5.4 | 3 | 0.2% |
| 6 | 216 |
| Value | Count | Frequency (%) |
| 60 | 1 | 0.1% |
| 50 | 3 | 0.2% |
| 47 | 2 | 0.2% |
| 45 | 2 | 0.2% |
| 43 | 3 | 0.2% |
| 40 | 7 | 0.5% |
| 36 | 2 | 0.2% |
| 33 | 1 | 0.1% |
| 30 | 70 | |
| 29 | 3 | 0.2% |
coil_size1
Real number (ℝ)
| Distinct | 22 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.7042846 |
| Minimum | 1 |
|---|---|
| Maximum | 20 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 9 |
| Maximum | 20 |
| Range | 19 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.4135839 |
|---|---|
| Coefficient of variation (CV) | 0.51306078 |
| Kurtosis | 7.8934195 |
| Mean | 4.7042846 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.2464151 |
| Sum | 6148.5 |
| Variance | 5.8253874 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=22)
| Value | Count | Frequency (%) |
| 3 | 245 | |
| 4 | 235 | |
| 5 | 217 | |
| 6 | 134 | |
| 3.5 | 98 | 7.5% |
| 2.5 | 87 | 6.7% |
| 7 | 76 | 5.8% |
| 2 | 61 | 4.7% |
| 8 | 44 | 3.4% |
| 10 | 23 | 1.8% |
| Other values (12) | 87 | 6.7% |
| Value | Count | Frequency (%) |
| 1 | 5 | 0.4% |
| 1.5 | 10 | 0.8% |
| 2 | 61 | 4.7% |
| 2.5 | 87 | 6.7% |
| 3 | 245 | |
| 3.5 | 98 | 7.5% |
| 4 | 235 | |
| 4.5 | 14 | 1.1% |
| 5 | 217 | |
| 6 | 134 |
| Value | Count | Frequency (%) |
| 20 | 3 | 0.2% |
| 18 | 2 | 0.2% |
| 16 | 6 | 0.5% |
| 15 | 2 | 0.2% |
| 14 | 6 | 0.5% |
| 13 | 1 | 0.1% |
| 12 | 14 | |
| 11 | 1 | 0.1% |
| 10 | 23 | |
| 9 | 23 |
coil_length2
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 36 |
|---|---|
| Distinct (%) | 2.9% |
| Missing | 53 |
| Missing (%) | 4.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.907496 |
| Minimum | 1 |
|---|---|
| Maximum | 57 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 4 |
| median | 6 |
| Q3 | 9 |
| 95-th percentile | 23.35 |
| Maximum | 57 |
| Range | 56 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 6.9031569 |
|---|---|
| Coefficient of variation (CV) | 0.87298898 |
| Kurtosis | 8.2469475 |
| Mean | 7.907496 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 2.5262941 |
| Sum | 9916 |
| Variance | 47.653575 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=36)
| Value | Count | Frequency (%) |
| 4 | 262 | |
| 6 | 205 | |
| 8 | 192 | |
| 3 | 137 | |
| 10 | 113 | |
| 2 | 107 | |
| 15 | 55 | 4.2% |
| 30 | 38 | 2.9% |
| 20 | 36 | 2.8% |
| 12 | 22 | 1.7% |
| Other values (26) | 87 | 6.7% |
| (Missing) | 53 | 4.1% |
| Value | Count | Frequency (%) |
| 1 | 9 | 0.7% |
| 2 | 107 | |
| 2.5 | 1 | 0.1% |
| 3 | 137 | |
| 3.5 | 4 | 0.3% |
| 4 | 262 | |
| 4.5 | 1 | 0.1% |
| 5 | 9 | 0.7% |
| 5.4 | 2 | 0.2% |
| 6 | 205 |
| Value | Count | Frequency (%) |
| 57 | 1 | 0.1% |
| 50 | 3 | 0.2% |
| 40 | 3 | 0.2% |
| 36 | 2 | 0.2% |
| 31 | 1 | 0.1% |
| 30 | 38 | |
| 27 | 2 | 0.2% |
| 26 | 1 | 0.1% |
| 25 | 6 | 0.5% |
| 24 | 6 | 0.5% |
coil_size2
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 21 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 53 |
| Missing (%) | 4.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.6463317 |
| Minimum | 1 |
|---|---|
| Maximum | 25 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1.5 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 8 |
| Maximum | 25 |
| Range | 24 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.3358134 |
|---|---|
| Coefficient of variation (CV) | 0.64059266 |
| Kurtosis | 13.342686 |
| Mean | 3.6463317 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.8341321 |
| Sum | 4572.5 |
| Variance | 5.456024 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 2 | 246 | |
| 3 | 220 | |
| 4 | 199 | |
| 2.5 | 152 | |
| 5 | 108 | |
| 1.5 | 63 | 4.8% |
| 6 | 62 | 4.7% |
| 1 | 48 | 3.7% |
| 3.5 | 40 | 3.1% |
| 7 | 29 | 2.2% |
| Other values (11) | 87 | 6.7% |
| (Missing) | 53 | 4.1% |
| Value | Count | Frequency (%) |
| 1 | 48 | 3.7% |
| 1.5 | 63 | 4.8% |
| 2 | 246 | |
| 2.5 | 152 | |
| 3 | 220 | |
| 3.5 | 40 | 3.1% |
| 4 | 199 | |
| 4.5 | 10 | 0.8% |
| 5 | 108 | |
| 6 | 62 | 4.7% |
| Value | Count | Frequency (%) |
| 25 | 1 | 0.1% |
| 18 | 4 | 0.3% |
| 16 | 3 | 0.2% |
| 15 | 1 | 0.1% |
| 14 | 5 | 0.4% |
| 12 | 5 | 0.4% |
| 11 | 2 | 0.2% |
| 10 | 11 | |
| 9 | 20 | |
| 8 | 25 |
coil_length3
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 27 |
|---|---|
| Distinct (%) | 2.3% |
| Missing | 156 |
| Missing (%) | 11.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.4339705 |
| Minimum | 1 |
|---|---|
| Maximum | 60 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| median | 4 |
| Q3 | 8 |
| 95-th percentile | 20 |
| Maximum | 60 |
| Range | 59 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 6.1216992 |
|---|---|
| Coefficient of variation (CV) | 0.95146524 |
| Kurtosis | 12.773915 |
| Mean | 6.4339705 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 3.0572842 |
| Sum | 7405.5 |
| Variance | 37.475202 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=27)
| Value | Count | Frequency (%) |
| 4 | 249 | |
| 2 | 200 | |
| 3 | 174 | |
| 6 | 165 | |
| 8 | 145 | |
| 10 | 62 | 4.7% |
| 15 | 38 | 2.9% |
| 30 | 26 | 2.0% |
| 20 | 21 | 1.6% |
| 12 | 15 | 1.1% |
| Other values (17) | 56 | 4.3% |
| (Missing) | 156 |
| Value | Count | Frequency (%) |
| 1 | 12 | 0.9% |
| 2 | 200 | |
| 3 | 174 | |
| 3.5 | 1 | 0.1% |
| 4 | 249 | |
| 4.5 | 2 | 0.2% |
| 5 | 7 | 0.5% |
| 6 | 165 | |
| 7 | 5 | 0.4% |
| 7.5 | 2 | 0.2% |
| Value | Count | Frequency (%) |
| 60 | 1 | 0.1% |
| 50 | 1 | 0.1% |
| 40 | 2 | 0.2% |
| 31 | 1 | 0.1% |
| 30 | 26 | |
| 25 | 9 | 0.7% |
| 24 | 4 | 0.3% |
| 22 | 1 | 0.1% |
| 20 | 21 | |
| 17 | 2 | 0.2% |
coil_size3
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 19 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 156 |
| Missing (%) | 11.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.157689 |
| Minimum | 1 |
|---|---|
| Maximum | 20 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 2.5 |
| Q3 | 4 |
| 95-th percentile | 7 |
| Maximum | 20 |
| Range | 19 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.1355438 |
|---|---|
| Coefficient of variation (CV) | 0.67629961 |
| Kurtosis | 12.502187 |
| Mean | 3.157689 |
| Median Absolute Deviation (MAD) | 0.5 |
| Skewness | 2.8663567 |
| Sum | 3634.5 |
| Variance | 4.5605474 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=19)
| Value | Count | Frequency (%) |
| 2 | 301 | |
| 3 | 173 | |
| 4 | 158 | |
| 2.5 | 132 | |
| 1.5 | 110 | 8.4% |
| 1 | 81 | 6.2% |
| 5 | 52 | 4.0% |
| 6 | 44 | 3.4% |
| 3.5 | 24 | 1.8% |
| 8 | 23 | 1.8% |
| Other values (9) | 53 | 4.1% |
| (Missing) | 156 |
| Value | Count | Frequency (%) |
| 1 | 81 | 6.2% |
| 1.5 | 110 | 8.4% |
| 2 | 301 | |
| 2.5 | 132 | |
| 3 | 173 | |
| 3.5 | 24 | 1.8% |
| 4 | 158 | |
| 4.5 | 3 | 0.2% |
| 5 | 52 | 4.0% |
| 6 | 44 | 3.4% |
| Value | Count | Frequency (%) |
| 20 | 1 | 0.1% |
| 18 | 1 | 0.1% |
| 16 | 4 | 0.3% |
| 14 | 4 | 0.3% |
| 12 | 4 | 0.3% |
| 10 | 8 | 0.6% |
| 9 | 9 | 0.7% |
| 8 | 23 | |
| 7 | 19 | |
| 6 | 44 |
coil_length4
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 28 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 315 |
| Missing (%) | 24.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.7308468 |
| Minimum | 1 |
|---|---|
| Maximum | 50 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 2.875 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 15 |
| Maximum | 50 |
| Range | 49 |
| Interquartile range (IQR) | 3.125 |
Descriptive statistics
| Standard deviation | 5.5854193 |
|---|---|
| Coefficient of variation (CV) | 0.97462373 |
| Kurtosis | 11.793346 |
| Mean | 5.7308468 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 3.0531117 |
| Sum | 5685 |
| Variance | 31.196908 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=28)
| Value | Count | Frequency (%) |
| 2 | 231 | |
| 4 | 191 | |
| 3 | 175 | |
| 6 | 130 | |
| 8 | 88 | 6.7% |
| 10 | 51 | 3.9% |
| 15 | 26 | 2.0% |
| 30 | 17 | 1.3% |
| 1 | 16 | 1.2% |
| 20 | 14 | 1.1% |
| Other values (18) | 53 | 4.1% |
| (Missing) | 315 |
| Value | Count | Frequency (%) |
| 1 | 16 | 1.2% |
| 2 | 231 | |
| 2.5 | 1 | 0.1% |
| 3 | 175 | |
| 3.5 | 3 | 0.2% |
| 4 | 191 | |
| 4.5 | 2 | 0.2% |
| 5 | 7 | 0.5% |
| 6 | 130 | |
| 7 | 2 | 0.2% |
| Value | Count | Frequency (%) |
| 50 | 1 | 0.1% |
| 40 | 1 | 0.1% |
| 35 | 1 | 0.1% |
| 30 | 17 | |
| 25 | 8 | |
| 24 | 1 | 0.1% |
| 22 | 1 | 0.1% |
| 21 | 3 | 0.2% |
| 20 | 14 | |
| 17 | 1 | 0.1% |
coil_size4
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 19 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 315 |
| Missing (%) | 24.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.9047379 |
| Minimum | 1 |
|---|---|
| Maximum | 20 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 2 |
| Q3 | 3.5 |
| 95-th percentile | 6.45 |
| Maximum | 20 |
| Range | 19 |
| Interquartile range (IQR) | 1.5 |
Descriptive statistics
| Standard deviation | 2.0034651 |
|---|---|
| Coefficient of variation (CV) | 0.68972321 |
| Kurtosis | 15.752769 |
| Mean | 2.9047379 |
| Median Absolute Deviation (MAD) | 0.5 |
| Skewness | 3.1628126 |
| Sum | 2881.5 |
| Variance | 4.0138726 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=19)
| Value | Count | Frequency (%) |
| 2 | 290 | |
| 1.5 | 129 | |
| 3 | 122 | 9.3% |
| 2.5 | 113 | 8.6% |
| 4 | 101 | 7.7% |
| 1 | 85 | 6.5% |
| 5 | 45 | 3.4% |
| 6 | 32 | 2.4% |
| 3.5 | 24 | 1.8% |
| 7 | 18 | 1.4% |
| Other values (9) | 33 | 2.5% |
| (Missing) | 315 |
| Value | Count | Frequency (%) |
| 1 | 85 | 6.5% |
| 1.5 | 129 | |
| 2 | 290 | |
| 2.5 | 113 | 8.6% |
| 3 | 122 | |
| 3.5 | 24 | 1.8% |
| 4 | 101 | 7.7% |
| 4.5 | 1 | 0.1% |
| 5 | 45 | 3.4% |
| 6 | 32 | 2.4% |
| Value | Count | Frequency (%) |
| 20 | 1 | 0.1% |
| 18 | 1 | 0.1% |
| 16 | 2 | 0.2% |
| 14 | 3 | 0.2% |
| 12 | 2 | 0.2% |
| 10 | 6 | 0.5% |
| 9 | 7 | 0.5% |
| 8 | 10 | 0.8% |
| 7 | 18 | |
| 6 | 32 |
coil_length5
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 25 |
|---|---|
| Distinct (%) | 3.0% |
| Missing | 477 |
| Missing (%) | 36.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.3790361 |
| Minimum | 1 |
|---|---|
| Maximum | 50 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 15 |
| Maximum | 50 |
| Range | 49 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 5.3761766 |
|---|---|
| Coefficient of variation (CV) | 0.9994684 |
| Kurtosis | 15.154907 |
| Mean | 5.3790361 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 3.4193392 |
| Sum | 4464.6 |
| Variance | 28.903275 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=25)
| Value | Count | Frequency (%) |
| 2 | 218 | |
| 3 | 154 | 11.8% |
| 4 | 154 | 11.8% |
| 6 | 99 | 7.6% |
| 8 | 79 | 6.0% |
| 10 | 31 | 2.4% |
| 15 | 16 | 1.2% |
| 1 | 14 | 1.1% |
| 30 | 13 | 1.0% |
| 12 | 11 | 0.8% |
| Other values (15) | 41 | 3.1% |
| (Missing) | 477 |
| Value | Count | Frequency (%) |
| 1 | 14 | 1.1% |
| 2 | 218 | |
| 3 | 154 | |
| 3.5 | 5 | 0.4% |
| 4 | 154 | |
| 5 | 6 | 0.5% |
| 6 | 99 | |
| 6.6 | 1 | 0.1% |
| 7 | 1 | 0.1% |
| 7.5 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 50 | 1 | 0.1% |
| 40 | 1 | 0.1% |
| 35 | 1 | 0.1% |
| 30 | 13 | |
| 25 | 3 | 0.2% |
| 24 | 1 | 0.1% |
| 22 | 3 | 0.2% |
| 21 | 2 | 0.2% |
| 20 | 9 | |
| 15 | 16 |
coil_size5
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 18 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 477 |
| Missing (%) | 36.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.7391566 |
| Minimum | 1 |
|---|---|
| Maximum | 19 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1.5 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 6 |
| Maximum | 19 |
| Range | 18 |
| Interquartile range (IQR) | 1.5 |
Descriptive statistics
| Standard deviation | 1.9282289 |
|---|---|
| Coefficient of variation (CV) | 0.70394987 |
| Kurtosis | 17.424291 |
| Mean | 2.7391566 |
| Median Absolute Deviation (MAD) | 0.5 |
| Skewness | 3.3829531 |
| Sum | 2273.5 |
| Variance | 3.7180668 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=18)
| Value | Count | Frequency (%) |
| 2 | 249 | |
| 1.5 | 127 | 9.7% |
| 3 | 100 | 7.7% |
| 1 | 89 | 6.8% |
| 4 | 81 | 6.2% |
| 2.5 | 78 | 6.0% |
| 5 | 30 | 2.3% |
| 6 | 21 | 1.6% |
| 3.5 | 20 | 1.5% |
| 7 | 8 | 0.6% |
| Other values (8) | 27 | 2.1% |
| (Missing) | 477 |
| Value | Count | Frequency (%) |
| 1 | 89 | 6.8% |
| 1.5 | 127 | |
| 2 | 249 | |
| 2.5 | 78 | 6.0% |
| 3 | 100 | |
| 3.5 | 20 | 1.5% |
| 4 | 81 | 6.2% |
| 4.5 | 2 | 0.2% |
| 5 | 30 | 2.3% |
| 6 | 21 | 1.6% |
| Value | Count | Frequency (%) |
| 19 | 1 | 0.1% |
| 16 | 3 | 0.2% |
| 14 | 1 | 0.1% |
| 12 | 3 | 0.2% |
| 10 | 3 | 0.2% |
| 9 | 7 | 0.5% |
| 8 | 7 | 0.5% |
| 7 | 8 | 0.6% |
| 6 | 21 | |
| 5 | 30 |
coil_count
Real number (ℝ)
| Distinct | 37 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.8125478 |
| Minimum | 1 |
|---|---|
| Maximum | 59 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 4 |
| median | 6 |
| Q3 | 8 |
| 95-th percentile | 15 |
| Maximum | 59 |
| Range | 58 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 5.3165547 |
|---|---|
| Coefficient of variation (CV) | 0.78040622 |
| Kurtosis | 23.140975 |
| Mean | 6.8125478 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 3.5399602 |
| Sum | 8904 |
| Variance | 28.265754 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=37)
| Value | Count | Frequency (%) |
| 4 | 162 | |
| 3 | 159 | |
| 5 | 149 | |
| 6 | 148 | |
| 7 | 116 | |
| 2 | 103 | |
| 8 | 98 | |
| 9 | 71 | 5.4% |
| 10 | 56 | 4.3% |
| 1 | 53 | 4.1% |
| Other values (27) | 192 |
| Value | Count | Frequency (%) |
| 1 | 53 | 4.1% |
| 2 | 103 | |
| 3 | 159 | |
| 4 | 162 | |
| 5 | 149 | |
| 6 | 148 | |
| 7 | 116 | |
| 8 | 98 | |
| 9 | 71 | |
| 10 | 56 | 4.3% |
| Value | Count | Frequency (%) |
| 59 | 1 | |
| 58 | 1 | |
| 54 | 1 | |
| 44 | 1 | |
| 38 | 1 | |
| 36 | 1 | |
| 34 | 1 | |
| 33 | 1 | |
| 31 | 1 | |
| 30 | 1 |
Aneu_width_label
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.3 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1307 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 852 | |
| 1 | 285 | 21.8% |
| 2 | 170 | 13.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 852 | |
| 1 | 285 | 21.8% |
| 2 | 170 | 13.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 852 | |
| 1 | 285 | 21.8% |
| 2 | 170 | 13.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1307 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 852 | |
| 1 | 285 | 21.8% |
| 2 | 170 | 13.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1307 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 852 | |
| 1 | 285 | 21.8% |
| 2 | 170 | 13.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1307 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 852 | |
| 1 | 285 | 21.8% |
| 2 | 170 | 13.0% |
| ID | Age | Aneu_neck | Aneu_width | Aneu_depth | Aneu_height | Aneu_volume | VER | coil_length1 | coil_size1 | coil_length2 | coil_size2 | coil_length3 | coil_size3 | coil_length4 | coil_size4 | coil_length5 | coil_size5 | coil_count | Sex | Aneu_location | Adj_tech | Is_bleb | Aneu_width_label | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ID | 1.000 | 0.043 | -0.019 | -0.105 | 0.006 | -0.167 | -0.486 | 0.091 | -0.210 | -0.227 | -0.166 | -0.196 | -0.179 | -0.262 | -0.196 | -0.321 | -0.195 | -0.341 | 0.122 | 0.000 | 0.092 | 0.319 | 0.089 | 0.092 |
| Age | 0.043 | 1.000 | 0.162 | 0.105 | 0.313 | 0.097 | 0.020 | -0.257 | 0.087 | 0.099 | 0.092 | 0.084 | 0.071 | 0.048 | 0.087 | 0.079 | 0.085 | 0.088 | 0.099 | 0.101 | 0.101 | 0.064 | 0.072 | 0.080 |
| Aneu_neck | -0.019 | 0.162 | 1.000 | 0.714 | 0.785 | 0.626 | -0.006 | -0.126 | 0.622 | 0.645 | 0.624 | 0.624 | 0.629 | 0.603 | 0.592 | 0.564 | 0.580 | 0.527 | 0.567 | 0.076 | 0.182 | 0.204 | 0.000 | 0.464 |
| Aneu_width | -0.105 | 0.105 | 0.714 | 1.000 | 0.944 | 0.721 | 0.039 | -0.187 | 0.792 | 0.828 | 0.772 | 0.788 | 0.776 | 0.777 | 0.752 | 0.759 | 0.720 | 0.724 | 0.666 | 0.000 | 0.121 | 0.081 | 0.055 | 0.797 |
| Aneu_depth | 0.006 | 0.313 | 0.785 | 0.944 | 1.000 | 0.937 | 1.000 | -0.096 | 0.922 | 0.941 | 0.887 | 0.897 | 0.909 | 0.886 | 0.864 | 0.848 | 0.776 | 0.756 | 0.747 | 0.000 | 0.175 | 0.273 | 0.000 | 0.714 |
| Aneu_height | -0.167 | 0.097 | 0.626 | 0.721 | 0.937 | 1.000 | 0.087 | -0.292 | 0.792 | 0.835 | 0.762 | 0.776 | 0.744 | 0.743 | 0.711 | 0.725 | 0.673 | 0.685 | 0.581 | 0.000 | 0.073 | 0.087 | 0.048 | 0.533 |
| Aneu_volume | -0.486 | 0.020 | -0.006 | 0.039 | 1.000 | 0.087 | 1.000 | -0.128 | 0.061 | 0.093 | 0.089 | 0.113 | 0.078 | 0.117 | 0.052 | 0.138 | 0.083 | 0.169 | -0.114 | 0.000 | 0.000 | 0.030 | 0.000 | 0.175 |
| VER | 0.091 | -0.257 | -0.126 | -0.187 | -0.096 | -0.292 | -0.128 | 1.000 | -0.158 | -0.161 | -0.174 | -0.170 | -0.259 | -0.276 | -0.204 | -0.250 | -0.227 | -0.209 | 0.159 | 0.000 | 0.000 | 0.014 | 0.095 | 0.000 |
| coil_length1 | -0.210 | 0.087 | 0.622 | 0.792 | 0.922 | 0.792 | 0.061 | -0.158 | 1.000 | 0.936 | 0.837 | 0.842 | 0.795 | 0.793 | 0.753 | 0.753 | 0.692 | 0.717 | 0.529 | 0.000 | 0.091 | 0.111 | 0.010 | 0.593 |
| coil_size1 | -0.227 | 0.099 | 0.645 | 0.828 | 0.941 | 0.835 | 0.093 | -0.161 | 0.936 | 1.000 | 0.868 | 0.897 | 0.834 | 0.847 | 0.792 | 0.811 | 0.743 | 0.783 | 0.583 | 0.040 | 0.106 | 0.085 | 0.044 | 0.654 |
| coil_length2 | -0.166 | 0.092 | 0.624 | 0.772 | 0.887 | 0.762 | 0.089 | -0.174 | 0.837 | 0.868 | 1.000 | 0.937 | 0.887 | 0.866 | 0.822 | 0.816 | 0.778 | 0.782 | 0.546 | 0.027 | 0.110 | 0.075 | 0.000 | 0.598 |
| coil_size2 | -0.196 | 0.084 | 0.624 | 0.788 | 0.897 | 0.776 | 0.113 | -0.170 | 0.842 | 0.897 | 0.937 | 1.000 | 0.892 | 0.915 | 0.839 | 0.859 | 0.789 | 0.820 | 0.571 | 0.000 | 0.116 | 0.064 | 0.107 | 0.631 |
| coil_length3 | -0.179 | 0.071 | 0.629 | 0.776 | 0.909 | 0.744 | 0.078 | -0.259 | 0.795 | 0.834 | 0.887 | 0.892 | 1.000 | 0.925 | 0.900 | 0.856 | 0.841 | 0.819 | 0.525 | 0.057 | 0.126 | 0.062 | 0.096 | 0.576 |
| coil_size3 | -0.262 | 0.048 | 0.603 | 0.777 | 0.886 | 0.743 | 0.117 | -0.276 | 0.793 | 0.847 | 0.866 | 0.915 | 0.925 | 1.000 | 0.881 | 0.918 | 0.835 | 0.864 | 0.545 | 0.056 | 0.116 | 0.074 | 0.115 | 0.610 |
| coil_length4 | -0.196 | 0.087 | 0.592 | 0.752 | 0.864 | 0.711 | 0.052 | -0.204 | 0.753 | 0.792 | 0.822 | 0.839 | 0.900 | 0.881 | 1.000 | 0.900 | 0.911 | 0.852 | 0.494 | 0.000 | 0.105 | 0.051 | 0.102 | 0.564 |
| coil_size4 | -0.321 | 0.079 | 0.564 | 0.759 | 0.848 | 0.725 | 0.138 | -0.250 | 0.753 | 0.811 | 0.816 | 0.859 | 0.856 | 0.918 | 0.900 | 1.000 | 0.869 | 0.928 | 0.512 | 0.051 | 0.106 | 0.010 | 0.101 | 0.579 |
| coil_length5 | -0.195 | 0.085 | 0.580 | 0.720 | 0.776 | 0.673 | 0.083 | -0.227 | 0.692 | 0.743 | 0.778 | 0.789 | 0.841 | 0.835 | 0.911 | 0.869 | 1.000 | 0.880 | 0.463 | 0.073 | 0.094 | 0.000 | 0.108 | 0.519 |
| coil_size5 | -0.341 | 0.088 | 0.527 | 0.724 | 0.756 | 0.685 | 0.169 | -0.209 | 0.717 | 0.783 | 0.782 | 0.820 | 0.819 | 0.864 | 0.852 | 0.928 | 0.880 | 1.000 | 0.474 | 0.016 | 0.110 | 0.000 | 0.104 | 0.527 |
| coil_count | 0.122 | 0.099 | 0.567 | 0.666 | 0.747 | 0.581 | -0.114 | 0.159 | 0.529 | 0.583 | 0.546 | 0.571 | 0.525 | 0.545 | 0.494 | 0.512 | 0.463 | 0.474 | 1.000 | 0.000 | 0.091 | 0.134 | 0.112 | 0.408 |
| Sex | 0.000 | 0.101 | 0.076 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.040 | 0.027 | 0.000 | 0.057 | 0.056 | 0.000 | 0.051 | 0.073 | 0.016 | 0.000 | 1.000 | 0.297 | 0.103 | 0.000 | 0.000 |
| Aneu_location | 0.092 | 0.101 | 0.182 | 0.121 | 0.175 | 0.073 | 0.000 | 0.000 | 0.091 | 0.106 | 0.110 | 0.116 | 0.126 | 0.116 | 0.105 | 0.106 | 0.094 | 0.110 | 0.091 | 0.297 | 1.000 | 0.198 | 0.000 | 0.148 |
| Adj_tech | 0.319 | 0.064 | 0.204 | 0.081 | 0.273 | 0.087 | 0.030 | 0.014 | 0.111 | 0.085 | 0.075 | 0.064 | 0.062 | 0.074 | 0.051 | 0.010 | 0.000 | 0.000 | 0.134 | 0.103 | 0.198 | 1.000 | 0.000 | 0.126 |
| Is_bleb | 0.089 | 0.072 | 0.000 | 0.055 | 0.000 | 0.048 | 0.000 | 0.095 | 0.010 | 0.044 | 0.000 | 0.107 | 0.096 | 0.115 | 0.102 | 0.101 | 0.108 | 0.104 | 0.112 | 0.000 | 0.000 | 0.000 | 1.000 | 0.046 |
| Aneu_width_label | 0.092 | 0.080 | 0.464 | 0.797 | 0.714 | 0.533 | 0.175 | 0.000 | 0.593 | 0.654 | 0.598 | 0.631 | 0.576 | 0.610 | 0.564 | 0.579 | 0.519 | 0.527 | 0.408 | 0.000 | 0.148 | 0.126 | 0.046 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
| ID | Sex | Age | Aneu_location | Aneu_neck | Aneu_width | Aneu_depth | Aneu_height | Aneu_volume | Adj_tech | Is_bleb | VER | coil_length1 | coil_size1 | coil_length2 | coil_size2 | coil_length3 | coil_size3 | coil_length4 | coil_size4 | coil_length5 | coil_size5 | coil_count | Aneu_width_label | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 3026 | woman | 47 | ICA | 4.0 | 8.0 | 8.00 | 8.0 | 267.946667 | BAT | no | NaN | 20.0 | 8.0 | 10.0 | 6.0 | 10.0 | 6.0 | 10.0 | 4.0 | 8.0 | 3.0 | 6 | 2 |
| 1 | 3027 | woman | 79 | BA | 3.0 | 7.0 | 8.50 | 10.0 | 311.383333 | Simple | no | NaN | 20.0 | 8.0 | 10.0 | 6.0 | 10.0 | 5.0 | 10.0 | 5.0 | 8.0 | 4.0 | 6 | 2 |
| 2 | 3030 | woman | 54 | ICA | 3.0 | 5.0 | 5.00 | 5.0 | 65.416667 | BAT | no | NaN | 6.0 | 3.0 | 2.0 | 2.0 | NaN | NaN | NaN | NaN | NaN | NaN | 2 | 1 |
| 3 | 3031 | man | 60 | ACA | 2.5 | 4.5 | 4.75 | 5.0 | 55.931250 | Simple | no | NaN | 8.0 | 4.0 | 4.0 | 2.5 | NaN | NaN | NaN | NaN | NaN | NaN | 2 | 0 |
| 4 | 3032 | woman | 70 | ICA | 3.5 | 12.0 | 12.75 | 13.5 | 1080.945000 | Simple | no | NaN | 30.0 | 12.0 | 30.0 | 10.0 | 30.0 | 8.0 | 30.0 | 7.0 | 12.0 | 5.0 | 7 | 2 |
| 5 | 3034 | woman | 50 | ICA | 3.0 | 4.5 | 5.00 | 5.5 | 64.762500 | Simple | no | NaN | 10.0 | 5.0 | 8.0 | 3.0 | 6.0 | 3.0 | 2.0 | 2.0 | NaN | NaN | 4 | 0 |
| 6 | 3035 | woman | 63 | ICA | 3.5 | 3.5 | 4.50 | 5.5 | 45.333750 | Simple | no | NaN | 8.0 | 4.0 | 4.0 | 2.5 | 3.0 | 2.0 | NaN | NaN | NaN | NaN | 3 | 0 |
| 7 | 3037 | woman | 82 | ACA | 3.6 | 6.0 | 5.80 | 5.6 | 101.987200 | Simple | no | NaN | 10.0 | 5.0 | 8.0 | 4.0 | 6.0 | 2.5 | NaN | NaN | NaN | NaN | 3 | 1 |
| 8 | 3038 | woman | 72 | ICA | 2.5 | 3.0 | 3.50 | 4.0 | 21.980000 | Simple | no | NaN | 6.0 | 3.0 | 3.0 | 2.0 | 2.0 | 2.0 | 1.0 | 2.0 | NaN | NaN | 4 | 0 |
| 9 | 3039 | woman | 72 | ICA | 4.0 | 5.0 | 6.00 | 7.0 | 109.900000 | Simple | no | NaN | 15.0 | 7.0 | 10.0 | 5.0 | 8.0 | 4.0 | 8.0 | 4.0 | 8.0 | 3.0 | 7 | 1 |
| ID | Sex | Age | Aneu_location | Aneu_neck | Aneu_width | Aneu_depth | Aneu_height | Aneu_volume | Adj_tech | Is_bleb | VER | coil_length1 | coil_size1 | coil_length2 | coil_size2 | coil_length3 | coil_size3 | coil_length4 | coil_size4 | coil_length5 | coil_size5 | coil_count | Aneu_width_label | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1297 | 4422 | man | 53 | ACA | 3.23 | 4.07 | NaN | 2.45 | 0.0 | Stent assist | no | NaN | 8.0 | 3.5 | 4.0 | 2.0 | 3.0 | 2.0 | 3.0 | 1.5 | 3.0 | 1.5 | 6 | 0 |
| 1298 | 4423 | woman | 78 | MCA | 2.31 | 2.97 | NaN | 2.83 | 0.0 | Stent assist | no | NaN | 8.0 | 3.5 | 4.0 | 2.5 | 3.0 | 2.0 | 3.0 | 1.0 | NaN | NaN | 4 | 0 |
| 1299 | 4424 | woman | 52 | MCA | 2.71 | 2.54 | NaN | 3.31 | 0.0 | Stent assist | no | NaN | 4.0 | 2.5 | 4.0 | 2.0 | 3.0 | 1.0 | 3.0 | 1.0 | 3.0 | 1.0 | 6 | 0 |
| 1300 | 4425 | woman | 40 | ICA | 2.95 | 4.88 | NaN | 4.49 | 0.0 | Stent assist | no | NaN | 8.0 | 3.5 | 10.0 | 3.0 | 4.0 | 2.5 | 3.0 | 1.5 | 3.0 | 1.5 | 8 | 0 |
| 1301 | 4427 | woman | 63 | MCA | 2.97 | 3.58 | NaN | 1.75 | 0.0 | Stent assist | no | NaN | 4.0 | 2.5 | 6.0 | 3.0 | 4.0 | 2.0 | 3.0 | 1.5 | NaN | NaN | 4 | 0 |
| 1302 | 4430 | man | 45 | MCA | 1.88 | 3.16 | NaN | 4.10 | 0.0 | Simple | no | NaN | 8.0 | 3.5 | 4.0 | 2.5 | 2.0 | 1.0 | 2.0 | 1.0 | 2.0 | 1.0 | 6 | 0 |
| 1303 | 4431 | woman | 29 | ICA | 2.99 | 3.92 | NaN | 2.99 | 0.0 | Stent assist | no | NaN | 6.0 | 3.0 | 4.0 | 2.0 | NaN | NaN | NaN | NaN | NaN | NaN | 2 | 0 |
| 1304 | 4432 | woman | 49 | MCA | 2.50 | 3.00 | NaN | 4.00 | 0.0 | Double cathe | no | NaN | 6.0 | 3.0 | 3.0 | 2.0 | 2.0 | 2.0 | 2.0 | 2.0 | NaN | NaN | 4 | 0 |
| 1305 | 4433 | woman | 50 | ICA | 1.50 | 3.00 | NaN | 3.50 | 0.0 | BAT | no | NaN | 6.0 | 3.0 | 2.0 | 1.5 | 2.0 | 1.5 | 2.0 | 1.5 | NaN | NaN | 4 | 0 |
| 1306 | 4434 | woman | 60 | VA | 6.00 | 7.50 | NaN | 8.50 | 0.0 | Stent assist | no | NaN | 30.0 | 10.0 | 20.0 | 8.0 | 15.0 | 7.0 | 15.0 | 7.0 | 10.0 | 6.0 | 14 | 2 |